Most of the gene biomarkers (KLHL25, KCTD6, KBTBD7, LMO7, SPSB2 and RNF19A) were associated with ubiquitination (Table 2), suggesting an important role of the process in NSCLC progression. The gene discussed is RNF19A; the disease is non-small cell lung carcinoma.